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Discover tools framework internals skills, compare source repositories and read the instructions for each workflow.

Categories: tools framework internals

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GitHub

bolt

simota

フロントエンド(再レンダリング削減、メモ化、lazy loading)とバックエンド(N+1修正、インデックス、キャッシュ、非同期処理)両面のパフォーマンス改善。速度向上、最適化が必要な時に使用。

GitHub

pennylane

hxk622

Hardware-agnostic quantum ML framework with automatic differentiation. Use when training quantum circuits via gradients, building hybrid quantum-classical models, or needing device portability across IBM/Google...

GitHub

cirq

hxk622

Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and...

GitHub

qiskit

hxk622

IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization tools. Best for IBM hardware execution, quantum error...

GitHub

architecture-decisions

Integrum-Global

Architecture decision guides for Kailash SDK including framework selection (Core SDK vs DataFlow vs Nexus vs Kaizen), runtime selection (Async vs Sync), database selection (PostgreSQL vs SQLite), node selection...

GitHub

swift-performance

derKlinke

Use when optimizing Swift code performance, reducing memory usage, improving runtime efficiency, dealing with COW, ARC overhead, generics specialization, or collection optimization

GitHub

logic-master

Mineru98

Logic optimization and image-based code tasks with Codex CLI in --yolo mode. Use when (1) optimizing code logic or algorithms, (2) processing image inputs (screenshots, diagrams, mockups) to generate or modify...

GitHub

performance-optimizer

gaebalai

Copilot agent that assists with performance analysis, bottleneck detection, optimization strategies, and benchmarking Trigger terms: performance optimization, performance tuning, profiling, benchmark, bottlene...

GitHub

sp

tspader

Guide for sp.h, a single-header C standard library replacement. You must use this guide when using or discussing sp.h in any capacity.

GitHub

program-of-thoughts

bnadlerjr

INVOKE for calculations and data processing. Produces executable code instead of mental math. Use when precision matters or numbers are complex. Triggers: calculations, numerical analysis, data transformations,...

GitHub

edge-deployment

doanchienthangdev

Edge deployment strategies including mobile optimization, embedded systems, TFLite, Core ML, and resource-constrained inference.

GitHub

ai-accelerators

doanchienthangdev

AI hardware accelerators including GPUs, TPUs, custom silicon, and hardware-aware optimization strategies for ML workloads.

GitHub

coding-with-omega-leverage

doanchienthangdev

Applies AI-first development patterns for 10-100x productivity through specification-driven generation and leverage multiplication. Use when developing features with AI assistance or optimizing development work...

GitHub

bit-manipulation

pluginagentmarketplace

Bit manipulation tricks and techniques for solving problems efficiently using binary operations and XOR properties.

GitHub

python-performance

pluginagentmarketplace

Master Python optimization techniques, profiling, memory management, and high-performance computing

GitHub

moai-alfred-context-budget

AJBcoding

Enterprise Claude Code context window optimization with 2025 best practices: aggressive clearing, memory file management, MCP optimization, strategic chunking, and quality-over-quantity principles for 200K toke...

GitHub

cairo-ownership

teddyjfpender

Explain Cairo ownership, moves, Copy/Drop/Destruct traits, and scope-based destruction; use when a request involves use-after-move errors, copying values, or ownership semantics in Cairo.

GitHub

cairo-method-syntax

teddyjfpender

Explain Cairo method syntax, traits/impl blocks, `self` parameter forms, and associated functions; use when a request involves defining or calling methods on structs in Cairo.

GitHub

cairo-procedural-macros

teddyjfpender

Explain Cairo procedural macros implemented in Rust (inline/attribute/derive), project setup, and TokenStream/ProcMacroResult; use when a request involves writing or using procedural macros in Cairo.

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